{"schema_version":"bf_book_companion_v1","release_id":"20260414T161624Z","book":{"amazon_purchase_url":"https://www.amazon.com/dp/059335382X?tag=bookfrontier-20","asin":"059335382X","authors":["Tess Sharpe"],"book_id":"9780593353820","canonical_url":"https://bookfrontier.com/books/the-girls-i-ve-been-059335382X","cover_image_url":"https://img.bookfrontier.com/9780593353820.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","description":"A New York Times Bestseller * A USA Today Bestseller * In this feminist, suspenseful thriller the daughter of a con artist is taken hostage in a bank heist—and will need to tap into all her skills in order to survive. Nora O'Malley's been a lot of girls. As the daughter of a con-artist who targets criminal men, she grew up as her mother's protégé. But when her mom fell for the mark instead of conning him, Nora pulled the ultimate con: escape. For five years Nora's been playing at normal. But she needs to dust off the skills she ditched because she has three problems: #1: Her ex walked in on her with her girlfriend. Even though they're all friends, Wes didn't know about her and Iris. #2: The morning after Wes finds them kissing, they all have to meet to deposit the fundraiser money they raised at the bank. It's a nightmare that goes from awkward to deadly, because: #3: Right after they enter the bank, two guys start robbing it. The bank robbers may be trouble, but Nora's something else entirely. They have no idea who they're really holding hostage . . . A FORBES , BUZZFEED , BOOK RIOT AND KIRKUS BEST BOOK OF THE YEAR","forthcoming":false,"isbn13":"9780593353820","publication_date":"20240123","publisher":"Penguin Young Readers Group","slug":"the-girls-i-ve-been","subtitle":"","title":"The Girls I've Been"},"discovery":{"categories":{"all":[{"bisac_code":"YAF062010","confidence_band":"medium","label":"YA Crime Thrillers","score":0.8099,"source":"bisac_hint_model"},{"bisac_code":"YAF062030","confidence_band":"medium","label":"YA Psychological Thrillers","score":0.8078,"source":"bisac_hint_model"},{"bisac_code":"YAF058240","confidence_band":"medium","label":"Surviving Sexual Abuse","score":0.79,"source":"bisac_hint_model"}],"hint":[{"bisac_code":"YAF062010","confidence_band":"medium","label":"YA Crime Thrillers","score":0.8099,"source":"bisac_hint_model"},{"bisac_code":"YAF062030","confidence_band":"medium","label":"YA Psychological Thrillers","score":0.8078,"source":"bisac_hint_model"},{"bisac_code":"YAF058240","confidence_band":"medium","label":"Surviving Sexual Abuse","score":0.79,"source":"bisac_hint_model"}],"publisher":[{"bisac_code":"YAF029000","confidence_band":"high","label":"YA Crime & Law","score":1,"source":"onix_publisher_code"},{"bisac_code":"YAF052040","confidence_band":"high","label":"YA Romance - LGBTQ+","score":1,"source":"onix_publisher_code"},{"bisac_code":"YAF062000","confidence_band":"high","label":"Thrillers & Suspense","score":1,"source":"onix_publisher_code"}]},"genres":[{"label":"YA Crime Thrillers","score":0.8099,"slug":"ya-crime-thrillers"},{"label":"YA Psychological Thrillers","score":0.8078,"slug":"ya-psychological-thrillers"},{"label":"Surviving Sexual Abuse","score":0.79,"slug":"surviving-sexual-abuse"}],"reader_fit":["Good for readers who enjoy YA Crime Thrillers","Good for readers interested in girls","Good for fans of Young Adult"],"related_lists":[{"intro":"","slug":"shelf-yaf058240-sexual-abuse","title":"Sexual Abuse Books","url":"https://bookfrontier.com/lists/shelf-yaf058240-sexual-abuse"}],"series":null,"similar_books":[{"authors":["Karen M. McManus"],"book_id":"9781524714758","cover_image_url":"https://img.bookfrontier.com/9781524714758.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","score":16.2101,"title":"One of US Is Lying","url":"https://bookfrontier.com/books/9781524714758"},{"authors":["Sloan Harlow"],"book_id":"9780593855720","cover_image_url":"https://img.bookfrontier.com/9780593855720.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","score":16.1532,"title":"Everything We Never Said","url":"https://bookfrontier.com/books/9780593855720"},{"authors":["Holly Jackson"],"book_id":"9780593374207","cover_image_url":"https://img.bookfrontier.com/9780593374207.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","score":16.1445,"title":"The Reappearance of Rachel Price","url":"https://bookfrontier.com/books/9780593374207"},{"authors":["Laura Bates"],"book_id":"9781728206769","cover_image_url":"https://img.bookfrontier.com/9781728206769.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","score":14.5248,"title":"No Accident","url":"https://bookfrontier.com/books/9781728206769"},{"authors":["Claire Eliza Bartlett","Lauren Ezzo","Tara Sands","Sarah Mollo-Christensen"],"book_id":"9780062943101","cover_image_url":"https://img.bookfrontier.com/9780062943101.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","score":14.2539,"title":"The Good Girls","url":"https://bookfrontier.com/books/9780062943101"},{"authors":["Jessica Goodman"],"book_id":"9780593114315","cover_image_url":"https://img.bookfrontier.com/9780593114315.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","score":13.8286,"title":"They Wish They Were US","url":"https://bookfrontier.com/books/9780593114315"},{"authors":["Natasha Preston"],"book_id":"9781492600978","cover_image_url":"https://img.bookfrontier.com/9781492600978.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","score":13.8034,"title":"The Cellar","url":"https://bookfrontier.com/books/9781492600978"},{"authors":["James Patterson","Emily Raymond"],"book_id":"9780316411820","cover_image_url":"https://img.bookfrontier.com/9780316411820.jpg?v=20260414T161624Z%3A2026-04-14T16%3A16%3A24Z","score":13.7992,"title":"The Girl in the Castle","url":"https://bookfrontier.com/books/9780316411820"}],"topics":[{"evidence_refs":["keyword:teen girl books"],"label":"Teen","score":0.3821,"slug":"teen"},{"evidence_refs":["keyword:the girls i've been"],"label":"Girls","score":0.3064,"slug":"girls"},{"evidence_refs":["keyword:mystery books for adults"],"label":"Mystery","score":0.2702,"slug":"mystery"},{"evidence_refs":["keyword:mystery books for adults"],"label":"Adults","score":0.2025,"slug":"adults"},{"evidence_refs":["keyword:murder books"],"label":"Murder","score":0.0798,"slug":"murder"}],"what_you_get":["Themes: Teen, Girls, Mystery.","Reading lane: Ya Crime Thrillers and Ya Psychological Thrillers.","Publisher: Penguin Young Readers Group."]},"llm_signals":null,"source_presence":{"amazon":true,"book_detail":true,"goodreads":true,"llm_signals":false,"similarity_seed":true},"stats":{"amazon_ratings_count":0,"goodreads_ratings_count":54810,"goodreads_reviews_count":7988,"quality_score":0.9882}}